Rain in Austraia Seasoned Report

Dataset statistics

Number of variables	31
Number of observations	255695
Missing cells	560421
Missing cells (%)	7.1%
Duplicate rows	14971
Duplicate rows (%)	5.9%
Total size in memory	73.6 MiB
Average record size in memory	301.7 B

Variable types

Categorical	3
Numeric	28

Warnings

Dataset has 14971 (5.9%) duplicate rows	Duplicates
`mintemp` is highly correlated with `maxtemp` and 3 other fields	High correlation
`maxtemp` is highly correlated with `mintemp` and 4 other fields	High correlation
`evaporation` is highly correlated with `maxtemp` and 2 other fields	High correlation
`sunshine` is highly correlated with `humidity3pm` and 5 other fields	High correlation
`humidity9am` is highly correlated with `humidity3pm` and 1 other fields	High correlation
`humidity3pm` is highly correlated with `sunshine` and 7 other fields	High correlation
`pressure9am` is highly correlated with `pressure3pm`	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`cloud9am` is highly correlated with `sunshine` and 3 other fields	High correlation
`cloud3pm` is highly correlated with `sunshine` and 4 other fields	High correlation
`temp9am` is highly correlated with `mintemp` and 4 other fields	High correlation
`temp3pm` is highly correlated with `mintemp` and 5 other fields	High correlation
`raintoday` is highly correlated with `modelo_vigente`	High correlation
`raintomorrow` is highly correlated with `sunshine` and 2 other fields	High correlation
`temp` is highly correlated with `mintemp` and 3 other fields	High correlation
`humidity` is highly correlated with `sunshine` and 4 other fields	High correlation
`modelo_vigente` is highly correlated with `sunshine` and 6 other fields	High correlation
`wind_gustdir` is highly correlated with `wind_dir3pm`	High correlation
`wind_gustspeed` is highly correlated with `wind_speed9am` and 1 other fields	High correlation
`wind_dir3pm` is highly correlated with `wind_gustdir`	High correlation
`wind_speed9am` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`wind_speed3pm` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`mintemp` is highly correlated with `maxtemp` and 4 other fields	High correlation
`maxtemp` is highly correlated with `mintemp` and 4 other fields	High correlation
`rainfall` is highly correlated with `raintoday` and 1 other fields	High correlation
`evaporation` is highly correlated with `mintemp` and 5 other fields	High correlation
`sunshine` is highly correlated with `humidity9am` and 7 other fields	High correlation
`humidity9am` is highly correlated with `evaporation` and 4 other fields	High correlation
`humidity3pm` is highly correlated with `sunshine` and 8 other fields	High correlation
`pressure9am` is highly correlated with `pressure3pm`	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`cloud9am` is highly correlated with `sunshine` and 5 other fields	High correlation
`cloud3pm` is highly correlated with `sunshine` and 4 other fields	High correlation
`temp9am` is highly correlated with `mintemp` and 4 other fields	High correlation
`temp3pm` is highly correlated with `mintemp` and 5 other fields	High correlation
`raintoday` is highly correlated with `rainfall`	High correlation
`amntraintmrw` is highly correlated with `sunshine` and 4 other fields	High correlation
`raintomorrow` is highly correlated with `sunshine` and 3 other fields	High correlation
`temp` is highly correlated with `mintemp` and 4 other fields	High correlation
`humidity` is highly correlated with `sunshine` and 6 other fields	High correlation
`modelo_vigente` is highly correlated with `rainfall` and 7 other fields	High correlation
`wind_gustdir` is highly correlated with `wind_dir3pm`	High correlation
`wind_gustspeed` is highly correlated with `wind_speed9am` and 1 other fields	High correlation
`wind_dir3pm` is highly correlated with `wind_gustdir`	High correlation
`wind_speed9am` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`wind_speed3pm` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`mintemp` is highly correlated with `maxtemp` and 2 other fields	High correlation
`maxtemp` is highly correlated with `mintemp` and 3 other fields	High correlation
`rainfall` is highly correlated with `raintoday`	High correlation
`sunshine` is highly correlated with `cloud9am` and 2 other fields	High correlation
`humidity3pm` is highly correlated with `humidity` and 1 other fields	High correlation
`pressure9am` is highly correlated with `pressure3pm`	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`cloud9am` is highly correlated with `sunshine`	High correlation
`cloud3pm` is highly correlated with `sunshine` and 1 other fields	High correlation
`temp9am` is highly correlated with `mintemp` and 3 other fields	High correlation
`temp3pm` is highly correlated with `mintemp` and 3 other fields	High correlation
`raintoday` is highly correlated with `rainfall`	High correlation
`amntraintmrw` is highly correlated with `raintomorrow` and 1 other fields	High correlation
`raintomorrow` is highly correlated with `amntraintmrw` and 1 other fields	High correlation
`temp` is highly correlated with `maxtemp` and 2 other fields	High correlation
`humidity` is highly correlated with `humidity3pm` and 1 other fields	High correlation
`modelo_vigente` is highly correlated with `sunshine` and 5 other fields	High correlation
`wind_gustspeed` is highly correlated with `wind_speed3pm`	High correlation
`wind_speed3pm` is highly correlated with `wind_gustspeed`	High correlation
`raintomorrow` is highly correlated with `humidity` and 6 other fields	High correlation
`location` is highly correlated with `humidity` and 10 other fields	High correlation
`humidity` is highly correlated with `raintomorrow` and 11 other fields	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`wind_gustspeed` is highly correlated with `wind_speed9am` and 1 other fields	High correlation
`humidity3pm` is highly correlated with `raintomorrow` and 11 other fields	High correlation
`temp9am` is highly correlated with `location` and 6 other fields	High correlation
`wind_speed9am` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`raintoday` is highly correlated with `raintomorrow` and 4 other fields	High correlation
`humidity9am` is highly correlated with `location` and 9 other fields	High correlation
`temp` is highly correlated with `location` and 8 other fields	High correlation
`wind_dir9am` is highly correlated with `location` and 2 other fields	High correlation
`cloud9am` is highly correlated with `raintomorrow` and 6 other fields	High correlation
`wind_dir3pm` is highly correlated with `location` and 2 other fields	High correlation
`temp3pm` is highly correlated with `location` and 8 other fields	High correlation
`modelo_vigente` is highly correlated with `raintomorrow` and 6 other fields	High correlation
`month` is highly correlated with `temp9am` and 4 other fields	High correlation
`mintemp` is highly correlated with `location` and 5 other fields	High correlation
`cloud3pm` is highly correlated with `raintomorrow` and 5 other fields	High correlation
`wind_gustdir` is highly correlated with `location` and 2 other fields	High correlation
`pressure9am` is highly correlated with `pressure3pm`	High correlation
`sunshine` is highly correlated with `raintomorrow` and 6 other fields	High correlation
`wind_speed3pm` is highly correlated with `wind_gustspeed` and 1 other fields	High correlation
`maxtemp` is highly correlated with `location` and 8 other fields	High correlation
`rainfall` has 3579 (1.4%) missing values	Missing
`evaporation` has 116865 (45.7%) missing values	Missing
`sunshine` has 130048 (50.9%) missing values	Missing
`humidity9am` has 3592 (1.4%) missing values	Missing
`humidity3pm` has 8458 (3.3%) missing values	Missing
`pressure9am` has 25366 (9.9%) missing values	Missing
`pressure3pm` has 25395 (9.9%) missing values	Missing
`cloud9am` has 95746 (37.4%) missing values	Missing
`cloud3pm` has 102460 (40.1%) missing values	Missing
`temp3pm` has 6763 (2.6%) missing values	Missing
`raintoday` has 3579 (1.4%) missing values	Missing
`humidity` has 8458 (3.3%) missing values	Missing
`wind_gustspeed` has 17455 (6.8%) missing values	Missing
`wind_speed3pm` has 5965 (2.3%) missing values	Missing
`rainfall` has 137928 (53.9%) zeros	Zeros
`sunshine` has 7081 (2.8%) zeros	Zeros
`cloud9am` has 10063 (3.9%) zeros	Zeros
`cloud3pm` has 5393 (2.1%) zeros	Zeros
`amntraintmrw` has 115586 (45.2%) zeros	Zeros
`wind_gustdir` has 14252 (5.6%) zeros	Zeros
`wind_dir9am` has 14215 (5.6%) zeros	Zeros
`wind_dir3pm` has 13450 (5.3%) zeros	Zeros
`wind_speed9am` has 14255 (5.6%) zeros	Zeros

Reproduction

Analysis started	2021-05-12 18:40:46.182254
Analysis finished	2021-05-12 18:44:08.310253
Duration	3 minutes and 22.13 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

location
Categorical

HIGH CORRELATION

Distinct	49
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.0 MiB

Portland	6580
Sydney	6253
Dartmoor	6134
MountGambier	6101
Cairns	6067
Other values (44)	224560

Length

Max length	16
Median length	8
Mean length	8.733960382
Min length	4

Characters and Unicode

Total characters	2233230
Distinct characters	40
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Albury
2nd row	Albury
3rd row	Albury
4th row	Albury
5th row	Albury

Common Values

Value	Count	Frequency (%)
Portland	6580	2.6%
Sydney	6253	2.4%
Dartmoor	6134	2.4%
MountGambier	6101	2.4%
Cairns	6067	2.4%
Albany	6057	2.4%
Darwin	6030	2.4%
Witchcliffe	5963	2.3%
Walpole	5939	2.3%
NorfolkIsland	5922	2.3%
Other values (39)	194649	76.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
portland	6580	2.6%
sydney	6253	2.4%
dartmoor	6134	2.4%
mountgambier	6101	2.4%
cairns	6067	2.4%
albany	6057	2.4%
darwin	6030	2.4%
witchcliffe	5963	2.3%
walpole	5939	2.3%
norfolkisland	5922	2.3%
Other values (39)	194649	76.1%

Most occurring characters

Value	Count	Frequency (%)
a	210145	9.4%
r	204344	9.2%
o	193818	8.7%
e	177884	8.0%
n	161853	7.2%
l	139960	6.3%
i	133682	6.0%
t	108951	4.9%
d	66170	3.0%
s	64574	2.9%
Other values (30)	771849	34.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1888731	84.6%
Uppercase Letter	344499	15.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	210145	11.1%
r	204344	10.8%
o	193818	10.3%
e	177884	9.4%
n	161853	8.6%
l	139960	7.4%
i	133682	7.1%
t	108951	5.8%
d	66170	3.5%
s	64574	3.4%
Other values (12)	427350	22.6%

Uppercase Letter

Value	Count	Frequency (%)
A	46643	13.5%
W	41735	12.1%
C	32786	9.5%
M	30686	8.9%
P	26910	7.8%
S	26269	7.6%
N	25111	7.3%
G	22123	6.4%
B	21556	6.3%
H	17413	5.1%
Other values (8)	53267	15.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2233230	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	210145	9.4%
r	204344	9.2%
o	193818	8.7%
e	177884	8.0%
n	161853	7.2%
l	139960	6.3%
i	133682	6.0%
t	108951	4.9%
d	66170	3.0%
s	64574	2.9%
Other values (30)	771849	34.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2233230	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	210145	9.4%
r	204344	9.2%
o	193818	8.7%
e	177884	8.0%
n	161853	7.2%
l	139960	6.3%
i	133682	6.0%
t	108951	4.9%
d	66170	3.0%
s	64574	2.9%
Other values (30)	771849	34.6%

mintemp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	388
Distinct (%)	0.2%
Missing	1328
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	12.49145958

Minimum	-8.5
Maximum	33.9
Zeros	217
Zeros (%)	0.1%
Negative	5199
Negative (%)	2.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	-8.5
5-th percentile	2.3
Q1	7.9
median	12.2
Q3	17.1
95-th percentile	23.5
Maximum	33.9
Range	42.4
Interquartile range (IQR)	9.2

Descriptive statistics

Standard deviation	6.388826057
Coefficient of variation (CV)	0.511455528
Kurtosis	-0.486826874
Mean	12.49145958
Median Absolute Deviation (MAD)	4.6
Skewness	0.05317803122
Sum	3177415.1
Variance	40.81709838
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.6	1712	0.7%
9	1708	0.7%
10.2	1674	0.7%
10.8	1604	0.6%
11	1593	0.6%
10.5	1581	0.6%
8.9	1579	0.6%
10.4	1576	0.6%
13	1571	0.6%
11.5	1570	0.6%
Other values (378)	238199	93.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.5	1	< 0.1%
-8.2	2	< 0.1%
-8	2	< 0.1%
-7.8	2	< 0.1%
-7.6	2	< 0.1%
-7.5	3	< 0.1%
-7.3	2	< 0.1%
-7.2	4	< 0.1%
-7.1	1	< 0.1%
-7	12	< 0.1%

Value	Count	Frequency (%)
33.9	1	< 0.1%
31.9	1	< 0.1%
31.8	1	< 0.1%
31.4	4	< 0.1%
31.2	1	< 0.1%
31	1	< 0.1%
30.7	1	< 0.1%
30.5	1	< 0.1%
30.3	1	< 0.1%
29.9	1	< 0.1%

maxtemp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	505
Distinct (%)	0.2%
Missing	598
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	22.41412835

Minimum	-4.8
Maximum	48.1
Zeros	48
Zeros (%)	< 0.1%
Negative	310
Negative (%)	0.1%
Memory size	3.9 MiB

Quantile statistics

Minimum	-4.8
5-th percentile	12.3
Q1	17.1
median	21.7
Q3	27.3
95-th percentile	34.7
Maximum	48.1
Range	52.9
Interquartile range (IQR)	10.2

Descriptive statistics

Standard deviation	7.123202812
Coefficient of variation (CV)	0.3177996798
Kurtosis	-0.157413935
Mean	22.41412835
Median Absolute Deviation (MAD)	5
Skewness	0.2536685352
Sum	5717776.9
Variance	50.74001831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.8	1577	0.6%
20	1566	0.6%
19	1535	0.6%
18.5	1515	0.6%
20.2	1509	0.6%
18.2	1507	0.6%
17.2	1501	0.6%
18	1493	0.6%
19.4	1490	0.6%
21	1483	0.6%
Other values (495)	239921	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.8	2	< 0.1%
-4.1	2	< 0.1%
-3.8	6	< 0.1%
-3.7	1	< 0.1%
-3.2	1	< 0.1%
-3.1	7	< 0.1%
-3	16	< 0.1%
-2.9	3	< 0.1%
-2.7	2	< 0.1%
-2.5	10	< 0.1%

Value	Count	Frequency (%)
48.1	1	< 0.1%
47.3	3	< 0.1%
47	2	< 0.1%
46.9	2	< 0.1%
46.8	7	< 0.1%
46.7	2	< 0.1%
46.6	2	< 0.1%
46.5	1	< 0.1%
46.4	8	< 0.1%
46.3	3	< 0.1%

rainfall
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	676
Distinct (%)	0.3%
Missing	3579
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	3.655982564

Minimum	0
Maximum	371
Zeros	137928
Zeros (%)	53.9%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.2
95-th percentile	19
Maximum	371
Range	371
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	10.98980123
Coefficient of variation (CV)	3.005977473
Kurtosis	125.2008666
Mean	3.655982564
Median Absolute Deviation (MAD)	0
Skewness	8.277615048
Sum	921731.7
Variance	120.775731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	137928	53.9%
0.2	15416	6.0%
0.4	7376	2.9%
0.6	5011	2.0%
0.8	4163	1.6%
1	3496	1.4%
1.2	3214	1.3%
1.4	2846	1.1%
1.6	2520	1.0%
1.8	2327	0.9%
Other values (666)	67819	26.5%
(Missing)	3579	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	137928	53.9%
0.1	286	0.1%
0.2	15416	6.0%
0.3	112	< 0.1%
0.4	7376	2.9%
0.5	81	< 0.1%
0.6	5011	2.0%
0.7	24	< 0.1%
0.8	4163	1.6%
0.9	31	< 0.1%

Value	Count	Frequency (%)
371	3	< 0.1%
367.6	6	< 0.1%
278.4	1	< 0.1%
268.6	4	< 0.1%
247.2	5	< 0.1%
240	1	< 0.1%
236.8	3	< 0.1%
225	9	< 0.1%
219.6	2	< 0.1%
216.3	2	< 0.1%

evaporation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	356
Distinct (%)	0.3%
Missing	116865
Missing (%)	45.7%
Infinite	0
Infinite (%)	0.0%
Mean	5.159351005

Minimum	0
Maximum	145
Zeros	544
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.8
Q1	2.4
median	4.4
Q3	7
95-th percentile	11.8
Maximum	145
Range	145
Interquartile range (IQR)	4.6

Descriptive statistics

Standard deviation	4.064683798
Coefficient of variation (CV)	0.7878285067
Kurtosis	52.06321828
Mean	5.159351005
Median Absolute Deviation (MAD)	2.2
Skewness	3.964218001
Sum	716272.7
Variance	16.52165438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	5540	2.2%
8	3936	1.5%
2.2	3843	1.5%
2	3775	1.5%
3	3756	1.5%
2.6	3670	1.4%
2.8	3618	1.4%
1.6	3590	1.4%
2.4	3570	1.4%
3.4	3551	1.4%
Other values (346)	99981	39.1%
(Missing)	116865	45.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	544	0.2%
0.1	13	< 0.1%
0.2	951	0.4%
0.3	51	< 0.1%
0.4	1491	0.6%
0.5	25	< 0.1%
0.6	2119	0.8%
0.7	35	< 0.1%
0.8	2449	1.0%
0.9	60	< 0.1%

Value	Count	Frequency (%)
145	2	< 0.1%
86.2	2	< 0.1%
82.4	1	< 0.1%
81.2	1	< 0.1%
77.3	1	< 0.1%
74.8	10	< 0.1%
72.2	1	< 0.1%
70.4	1	< 0.1%
70	1	< 0.1%
68.8	2	< 0.1%

sunshine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	145
Distinct (%)	0.1%
Missing	130048
Missing (%)	50.9%
Infinite	0
Infinite (%)	0.0%
Mean	6.485748167

Minimum	0
Maximum	14.5
Zeros	7081
Zeros (%)	2.8%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.1
median	6.8
Q3	9.8
95-th percentile	12.4
Maximum	14.5
Range	14.5
Interquartile range (IQR)	6.7

Descriptive statistics

Standard deviation	3.932260219
Coefficient of variation (CV)	0.6062924612
Kurtosis	-1.154044548
Mean	6.485748167
Median Absolute Deviation (MAD)	3.3
Skewness	-0.1412552251
Sum	814914.8
Variance	15.46267043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7081	2.8%
0.1	1446	0.6%
9.2	1323	0.5%
0.2	1310	0.5%
9.8	1301	0.5%
10.7	1289	0.5%
10.8	1275	0.5%
10	1275	0.5%
10.3	1265	0.5%
11	1259	0.5%
Other values (135)	106823	41.8%
(Missing)	130048	50.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7081	2.8%
0.1	1446	0.6%
0.2	1310	0.5%
0.3	1031	0.4%
0.4	820	0.3%
0.5	939	0.4%
0.6	723	0.3%
0.7	856	0.3%
0.8	804	0.3%
0.9	791	0.3%

Value	Count	Frequency (%)
14.5	1	< 0.1%
14.3	4	< 0.1%
14.2	2	< 0.1%
14.1	7	< 0.1%
14	16	< 0.1%
13.9	29	< 0.1%
13.8	62	< 0.1%
13.7	120	< 0.1%
13.6	184	0.1%
13.5	212	0.1%

humidity9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	101
Distinct (%)	< 0.1%
Missing	3592
Missing (%)	1.4%
Infinite	0
Infinite (%)	0.0%
Mean	72.27943341

Minimum	0
Maximum	100
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	38
Q1	61
median	74
Q3	87
95-th percentile	99
Maximum	100
Range	100
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	18.52069664
Coefficient of variation (CV)	0.2562374352
Kurtosis	0.091922427
Mean	72.27943341
Median Absolute Deviation (MAD)	13
Skewness	-0.6203641946
Sum	18221862
Variance	343.0162039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	7015	2.7%
100	6275	2.5%
75	5311	2.1%
70	5282	2.1%
74	5261	2.1%
76	5153	2.0%
81	5088	2.0%
71	5085	2.0%
73	4986	1.9%
72	4975	1.9%
Other values (91)	197672	77.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	5	< 0.1%
2	8	< 0.1%
3	10	< 0.1%
4	22	< 0.1%
5	29	< 0.1%
6	43	< 0.1%
7	47	< 0.1%
8	60	< 0.1%
9	77	< 0.1%

Value	Count	Frequency (%)
100	6275	2.5%
99	7015	2.7%
98	4807	1.9%
97	4237	1.7%
96	4183	1.6%
95	3934	1.5%
94	4295	1.7%
93	4541	1.8%
92	4194	1.6%
91	4334	1.7%

humidity3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	101
Distinct (%)	< 0.1%
Missing	8458
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	57.78709497

Minimum	0
Maximum	100
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	20
Q1	43
median	59
Q3	73
95-th percentile	93
Maximum	100
Range	100
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	21.79683677
Coefficient of variation (CV)	0.3771921184
Kurtosis	-0.6369338247
Mean	57.78709497
Median Absolute Deviation (MAD)	15
Skewness	-0.1472950666
Sum	14287108
Variance	475.1020932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	4589	1.8%
61	4572	1.8%
59	4550	1.8%
57	4537	1.8%
60	4453	1.7%
66	4426	1.7%
64	4425	1.7%
55	4400	1.7%
56	4368	1.7%
58	4336	1.7%
Other values (91)	202581	79.2%
(Missing)	8458	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	29	< 0.1%
2	35	< 0.1%
3	67	< 0.1%
4	125	< 0.1%
5	172	0.1%
6	264	0.1%
7	334	0.1%
8	474	0.2%
9	553	0.2%

Value	Count	Frequency (%)
100	1623	0.6%
99	1491	0.6%
98	2051	0.8%
97	1359	0.5%
96	1686	0.7%
95	1612	0.6%
94	1873	0.7%
93	2116	0.8%
92	2436	1.0%
91	2238	0.9%

pressure9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	545
Distinct (%)	0.2%
Missing	25366
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	1016.467528

Minimum	980.5
Maximum	1041
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	980.5
5-th percentile	1004.5
Q1	1011.7
median	1016.5
Q3	1021.4
95-th percentile	1028.6
Maximum	1041
Range	60.5
Interquartile range (IQR)	9.7

Descriptive statistics

Standard deviation	7.384540592
Coefficient of variation (CV)	0.007264905555
Kurtosis	0.3119896238
Mean	1016.467528
Median Absolute Deviation (MAD)	4.9
Skewness	-0.1505793861
Sum	234121949.3
Variance	54.53143976
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1016.4	1417	0.6%
1016.9	1369	0.5%
1017.3	1361	0.5%
1015.9	1354	0.5%
1014.2	1334	0.5%
1017.5	1319	0.5%
1017.2	1313	0.5%
1016.3	1309	0.5%
1015.5	1300	0.5%
1016.2	1285	0.5%
Other values (535)	216968	84.9%
(Missing)	25366	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
980.5	6	< 0.1%
982.2	2	< 0.1%
982.3	6	< 0.1%
982.9	7	< 0.1%
983.7	2	< 0.1%
983.9	12	< 0.1%
984.4	8	< 0.1%
984.6	9	< 0.1%
985	2	< 0.1%
985.1	8	< 0.1%

Value	Count	Frequency (%)
1041	1	< 0.1%
1040.9	1	< 0.1%
1040.6	2	< 0.1%
1040.5	1	< 0.1%
1040.4	3	< 0.1%
1040.3	4	< 0.1%
1040.2	2	< 0.1%
1040.1	4	< 0.1%
1040	1	< 0.1%
1039.9	4	< 0.1%

pressure3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	548
Distinct (%)	0.2%
Missing	25395
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	1014.170848

Minimum	977.1
Maximum	1039.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	977.1
5-th percentile	1002.5
Q1	1009.2
median	1014.1
Q3	1019.1
95-th percentile	1026.3
Maximum	1039.6
Range	62.5
Interquartile range (IQR)	9.9

Descriptive statistics

Standard deviation	7.316956726
Coefficient of variation (CV)	0.00721471805
Kurtosis	0.2482329812
Mean	1014.170848
Median Absolute Deviation (MAD)	4.9
Skewness	-0.1000947419
Sum	233563546.4
Variance	53.53785573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1010.4	1357	0.5%
1015.5	1353	0.5%
1013.2	1344	0.5%
1015.1	1324	0.5%
1016	1322	0.5%
1013.7	1314	0.5%
1012.2	1311	0.5%
1013.8	1308	0.5%
1015.6	1307	0.5%
1013.5	1304	0.5%
Other values (538)	217056	84.9%
(Missing)	25395	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
977.1	12	< 0.1%
978.2	12	< 0.1%
979	6	< 0.1%
980.2	11	< 0.1%
981.2	5	< 0.1%
981.4	4	< 0.1%
981.9	6	< 0.1%
982.2	5	< 0.1%
982.6	12	< 0.1%
982.9	2	< 0.1%

Value	Count	Frequency (%)
1039.6	1	< 0.1%
1038.9	1	< 0.1%
1038.5	1	< 0.1%
1038.4	1	< 0.1%
1038.2	1	< 0.1%
1038	1	< 0.1%
1037.9	2	< 0.1%
1037.8	2	< 0.1%
1037.7	3	< 0.1%
1037.6	1	< 0.1%

cloud9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	95746
Missing (%)	37.4%
Infinite	0
Infinite (%)	0.0%
Mean	5.105277307

Minimum	0
Maximum	9
Zeros	10063
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.777110996
Coefficient of variation (CV)	0.5439686875
Kurtosis	-1.200841801
Mean	5.105277307
Median Absolute Deviation (MAD)	2
Skewness	-0.5853023754
Sum	816584
Variance	7.712345484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	39922	15.6%
8	37445	14.6%
1	21214	8.3%
6	15132	5.9%
0	10063	3.9%
2	9754	3.8%
5	9699	3.8%
3	9329	3.6%
4	7389	2.9%
9	2	< 0.1%
(Missing)	95746	37.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10063	3.9%
1	21214	8.3%
2	9754	3.8%
3	9329	3.6%
4	7389	2.9%
5	9699	3.8%
6	15132	5.9%
7	39922	15.6%
8	37445	14.6%
9	2	< 0.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	37445	14.6%
7	39922	15.6%
6	15132	5.9%
5	9699	3.8%
4	7389	2.9%
3	9329	3.6%
2	9754	3.8%
1	21214	8.3%
0	10063	3.9%

cloud3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	102460
Missing (%)	40.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.245068033

Minimum	0
Maximum	9
Zeros	5393
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.623532713
Coefficient of variation (CV)	0.5001904068
Kurtosis	-1.067437737
Mean	5.245068033
Median Absolute Deviation (MAD)	2
Skewness	-0.6288628789
Sum	803728
Variance	6.882923895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	38016	14.9%
8	35596	13.9%
1	18993	7.4%
6	15733	6.2%
5	11103	4.3%
3	10057	3.9%
2	9805	3.8%
4	8538	3.3%
0	5393	2.1%
9	1	< 0.1%
(Missing)	102460	40.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5393	2.1%
1	18993	7.4%
2	9805	3.8%
3	10057	3.9%
4	8538	3.3%
5	11103	4.3%
6	15733	6.2%
7	38016	14.9%
8	35596	13.9%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	35596	13.9%
7	38016	14.9%
6	15733	6.2%
5	11103	4.3%
4	8538	3.3%
3	10057	3.9%
2	9805	3.8%
1	18993	7.4%
0	5393	2.1%

temp9am
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	440
Distinct (%)	0.2%
Missing	1791
Missing (%)	0.7%
Infinite	0
Infinite (%)	0.0%
Mean	16.81625142

Minimum	-7.2
Maximum	40.2
Zeros	60
Zeros (%)	< 0.1%
Negative	847
Negative (%)	0.3%
Memory size	3.9 MiB

Quantile statistics

Minimum	-7.2
5-th percentile	7
Q1	12.1
median	16.4
Q3	21.3
95-th percentile	28.2
Maximum	40.2
Range	47.4
Interquartile range (IQR)	9.2

Descriptive statistics

Standard deviation	6.456758955
Coefficient of variation (CV)	0.3839594684
Kurtosis	-0.3424201755
Mean	16.81625142
Median Absolute Deviation (MAD)	4.6
Skewness	0.1354009843
Sum	4269713.5
Variance	41.68973621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.8	1696	0.7%
14.8	1637	0.6%
15.8	1620	0.6%
17	1610	0.6%
13.2	1602	0.6%
15	1595	0.6%
13.4	1593	0.6%
14.4	1592	0.6%
13.5	1587	0.6%
14	1570	0.6%
Other values (430)	237802	93.0%
(Missing)	1791	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.2	2	< 0.1%
-7	2	< 0.1%
-6.2	1	< 0.1%
-5.9	1	< 0.1%
-5.6	3	< 0.1%
-5.5	2	< 0.1%
-5.3	2	< 0.1%
-5.2	15	< 0.1%
-4.8	2	< 0.1%
-4.5	15	< 0.1%

Value	Count	Frequency (%)
40.2	1	< 0.1%
39.4	1	< 0.1%
39.1	1	< 0.1%
39	1	< 0.1%
38.9	1	< 0.1%
38.6	1	< 0.1%
38.3	1	< 0.1%
38.2	1	< 0.1%
38	1	< 0.1%
37.9	1	< 0.1%

temp3pm
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	500
Distinct (%)	0.2%
Missing	6763
Missing (%)	2.6%
Infinite	0
Infinite (%)	0.0%
Mean	20.73063447

Minimum	-5.4
Maximum	46.7
Zeros	37
Zeros (%)	< 0.1%
Negative	480
Negative (%)	0.2%
Memory size	3.9 MiB

Quantile statistics

Minimum	-5.4
5-th percentile	10.8
Q1	15.6
median	20.1
Q3	25.4
95-th percentile	32.8
Maximum	46.7
Range	52.1
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	6.944861589
Coefficient of variation (CV)	0.3350047775
Kurtosis	-0.07081592895
Mean	20.73063447
Median Absolute Deviation (MAD)	4.8
Skewness	0.2715441371
Sum	5160518.3
Variance	48.23110249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.5	1619	0.6%
17	1586	0.6%
18	1535	0.6%
19.3	1504	0.6%
18.6	1504	0.6%
17.4	1489	0.6%
19	1483	0.6%
20	1480	0.6%
17.1	1476	0.6%
17.8	1473	0.6%
Other values (490)	233783	91.4%
(Missing)	6763	2.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.4	2	< 0.1%
-5.1	1	< 0.1%
-4.4	2	< 0.1%
-4.2	16	< 0.1%
-4.1	1	< 0.1%
-4	2	< 0.1%
-3.9	7	< 0.1%
-3.8	10	< 0.1%
-3.7	8	< 0.1%
-3.5	14	< 0.1%

Value	Count	Frequency (%)
46.7	2	< 0.1%
46.2	2	< 0.1%
46.1	6	< 0.1%
45.9	1	< 0.1%
45.8	2	< 0.1%
45.4	1	< 0.1%
45.3	2	< 0.1%
45.2	3	< 0.1%
45	2	< 0.1%
44.9	4	< 0.1%

raintoday
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	3579
Missing (%)	1.4%
Memory size	16.5 MiB

0.0	173924
1.0	78192

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	756348
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	173924	68.0%
1.0	78192	30.6%
(Missing)	3579	1.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	173924	69.0%
1.0	78192	31.0%

Most occurring characters

Value	Count	Frequency (%)
0	426040	56.3%
.	252116	33.3%
1	78192	10.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	504232	66.7%
Other Punctuation	252116	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	426040	84.5%
1	78192	15.5%

Other Punctuation

Value	Count	Frequency (%)
.	252116	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	756348	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	426040	56.3%
.	252116	33.3%
1	78192	10.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	756348	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	426040	56.3%
.	252116	33.3%
1	78192	10.3%

amntraintmrw
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	674
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.149754982

Minimum	0
Maximum	371
Zeros	115586
Zeros (%)	45.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.2
Q3	5.2
95-th percentile	23.2
Maximum	371
Range	371
Interquartile range (IQR)	5.2

Descriptive statistics

Standard deviation	11.94598562
Coefficient of variation (CV)	2.319719223
Kurtosis	88.8055496
Mean	5.149754982
Median Absolute Deviation (MAD)	1.2
Skewness	6.846305265
Sum	1316766.6
Variance	142.7065726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115586	45.2%
1.2	6184	2.4%
1.4	5475	2.1%
1.6	4764	1.9%
1.8	4480	1.8%
0.4	4350	1.7%
2	4073	1.6%
2.2	3929	1.5%
2.4	3469	1.4%
2.6	3413	1.3%
Other values (664)	99972	39.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	115586	45.2%
0.4	4350	1.7%
0.5	51	< 0.1%
0.6	2955	1.2%
0.7	16	< 0.1%
0.8	2345	0.9%
0.9	19	< 0.1%
1	2016	0.8%
1.1	55	< 0.1%
1.2	6184	2.4%

Value	Count	Frequency (%)
371	5	< 0.1%
367.6	4	< 0.1%
278.4	2	< 0.1%
268.6	3	< 0.1%
247.2	2	< 0.1%
240	2	< 0.1%
236.8	4	< 0.1%
225	4	< 0.1%
219.6	6	< 0.1%
216.3	2	< 0.1%

raintomorrow
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.1 MiB

1	128357
0	127338

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	255695
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	128357	50.2%
0	127338	49.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	128357	50.2%
0	127338	49.8%

Most occurring characters

Value	Count	Frequency (%)
1	128357	50.2%
0	127338	49.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	255695	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	128357	50.2%
0	127338	49.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	255695	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	128357	50.2%
0	127338	49.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	255695	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	128357	50.2%
0	127338	49.8%

temp
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7563
Distinct (%)	3.0%
Missing	598
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	27.60186586

Minimum	-3.76
Maximum	59.72
Zeros	0
Zeros (%)	0.0%
Negative	109
Negative (%)	< 0.1%
Memory size	3.9 MiB

Quantile statistics

Minimum	-3.76
5-th percentile	3.39497119
Q1	21.68
median	27.44
Q3	34.4
95-th percentile	43.4
Maximum	59.72
Range	63.48
Interquartile range (IQR)	12.72

Descriptive statistics

Standard deviation	10.09915794
Coefficient of variation (CV)	0.3658867843
Kurtosis	0.3983405585
Mean	27.60186586
Median Absolute Deviation (MAD)	6.36
Skewness	-0.3419917629
Sum	7041153.175
Variance	101.9929911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.76	1524	0.6%
26	1515	0.6%
24.8	1472	0.6%
24.2	1453	0.6%
26.24	1438	0.6%
23.84	1434	0.6%
23.6	1434	0.6%
22.64	1421	0.6%
27.2	1416	0.6%
22.88	1416	0.6%
Other values (7553)	240574	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.76	2	< 0.1%
-2.92	2	< 0.1%
-2.56	6	< 0.1%
-1.84	1	< 0.1%
-1.72	7	< 0.1%
-1.6	16	< 0.1%
-1.48	3	< 0.1%
-1.24	2	< 0.1%
-1	10	< 0.1%
-0.88	2	< 0.1%

Value	Count	Frequency (%)
59.72	1	< 0.1%
58.76	3	< 0.1%
58.4	2	< 0.1%
58.28	2	< 0.1%
58.16	7	< 0.1%
58.04	1	< 0.1%
57.92	2	< 0.1%
57.8	1	< 0.1%
57.68	8	< 0.1%
57.56	3	< 0.1%

humidity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	4142
Distinct (%)	1.7%
Missing	8458
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	69.32106575

Minimum	2
Maximum	122
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	2
5-th percentile	18.8
Q1	51.2
median	71.6
Q3	89.6
95-th percentile	113.6
Maximum	122
Range	120
Interquartile range (IQR)	38.4

Descriptive statistics

Standard deviation	28.22577135
Coefficient of variation (CV)	0.4071745153
Kurtosis	-0.4168617991
Mean	69.32106575
Median Absolute Deviation (MAD)	19.2
Skewness	-0.3178231553
Sum	17138732.33
Variance	796.6941683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
75.2	4455	1.7%
77.6	4454	1.7%
70.4	4418	1.7%
72.8	4408	1.7%
78.8	4307	1.7%
68	4302	1.7%
74	4299	1.7%
81.2	4275	1.7%
69.2	4226	1.7%
71.6	4224	1.7%
Other values (4132)	203869	79.7%
(Missing)	8458	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	4	< 0.1%
2.00028566	1	< 0.1%
2.000513414	1	< 0.1%
2.001065311	1	< 0.1%
2.001185981	1	< 0.1%
2.001417371	1	< 0.1%
2.001575441	2	< 0.1%
2.001588398	2	< 0.1%
2.001611628	1	< 0.1%
2.001787377	1	< 0.1%

Value	Count	Frequency (%)
122	1588	0.6%
120.8	1439	0.6%
119.6	1959	0.8%
118.4	1345	0.5%
117.2	1613	0.6%
116	1554	0.6%
114.8	1797	0.7%
113.6	2077	0.8%
112.4	2364	0.9%
111.2	2156	0.8%

precipitation3pm
Real number (ℝ_≥0)

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.01480279

Minimum	0
Maximum	26
Zeros	17
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	12
95-th percentile	15
Maximum	26
Range	26
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.172914911
Coefficient of variation (CV)	0.3168225053
Kurtosis	0.07747704619
Mean	10.01480279
Median Absolute Deviation (MAD)	2
Skewness	0.3188605794
Sum	2560735
Variance	10.06738903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
9	31878	12.5%
10	31359	12.3%
11	28898	11.3%
8	28717	11.2%
12	24406	9.5%
7	23164	9.1%
13	18866	7.4%
6	16406	6.4%
14	13203	5.2%
5	9503	3.7%
Other values (17)	29295	11.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17	< 0.1%
1	106	< 0.1%
2	533	0.2%
3	1941	0.8%
4	4802	1.9%
5	9503	3.7%
6	16406	6.4%
7	23164	9.1%
8	28717	11.2%
9	31878	12.5%

Value	Count	Frequency (%)
26	4	< 0.1%
25	9	< 0.1%
24	14	< 0.1%
23	50	< 0.1%
22	106	< 0.1%
21	242	0.1%
20	522	0.2%
19	892	0.3%
18	1853	0.7%
17	3247	1.3%

precipitation9am
Real number (ℝ)

Distinct	141207
Distinct (%)	55.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.97583046

Minimum	-17.73934574
Maximum	32.47858981
Zeros	0
Zeros (%)	0.0%
Negative	5862
Negative (%)	2.3%
Memory size	3.9 MiB

Quantile statistics

Minimum	-17.73934574
5-th percentile	1.7537679
Q1	6.612404645
median	9.964144177
Q3	13.36631715
95-th percentile	18.20884195
Maximum	32.47858981
Range	50.21793555
Interquartile range (IQR)	6.753912503

Descriptive statistics

Standard deviation	5.001302069
Coefficient of variation (CV)	0.5013419273
Kurtosis	-0.01615137133
Mean	9.97583046
Median Absolute Deviation (MAD)	3.377852479
Skewness	0.002399958913
Sum	2550769.969
Variance	25.01302239
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.862170483	26	< 0.1%
8.814170558	26	< 0.1%
14.1250643	24	< 0.1%
15.78382963	22	< 0.1%
9.667757637	22	< 0.1%
6.768158729	22	< 0.1%
15.07433914	20	< 0.1%
10.18615621	20	< 0.1%
11.4808208	20	< 0.1%
11.2815305	20	< 0.1%
Other values (141197)	255473	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17.73934574	1	< 0.1%
-11.03540371	1	< 0.1%
-11.02393131	1	< 0.1%
-10.69808106	2	< 0.1%
-10.30285651	2	< 0.1%
-9.978558361	1	< 0.1%
-9.861073148	1	< 0.1%
-9.701081551	4	< 0.1%
-9.50668734	1	< 0.1%
-9.389027894	2	< 0.1%

Value	Count	Frequency (%)
32.47858981	2	< 0.1%
32.2100807	1	< 0.1%
30.35579697	1	< 0.1%
30.24384488	2	< 0.1%
30.17427309	1	< 0.1%
28.89326245	4	< 0.1%
28.78107445	1	< 0.1%
28.65604518	1	< 0.1%
28.61459201	10	< 0.1%
28.17226874	3	< 0.1%

modelo_vigente
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	129301
Distinct (%)	50.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3717107776

Minimum	0
Maximum	0.9994
Zeros	471
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.007305873016
Q1	0.06344166667
median	0.2842832805
Q3	0.6616255825
95-th percentile	0.9298619048
Maximum	0.9994
Range	0.9994
Interquartile range (IQR)	0.5981839158

Descriptive statistics

Standard deviation	0.321867252
Coefficient of variation (CV)	0.8659077739
Kurtosis	-1.274331077
Mean	0.3717107776
Median Absolute Deviation (MAD)	0.2538864973
Skewness	0.4287902868
Sum	95044.58729
Variance	0.1035985279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	471	0.2%
0.001	94	< 0.1%
0.0006666666667	73	< 0.1%
0.0004	69	< 0.1%
0.0005	67	< 0.1%
0.002	63	< 0.1%
0.0002	60	< 0.1%
0.0002222222222	59	< 0.1%
0.0003333333333	57	< 0.1%
0.00025	50	< 0.1%
Other values (129291)	254632	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	471	0.2%
6.600660066 × 10^-6	3	< 0.1%
7.989347537 × 10^-6	36	< 0.1%
1.075268817 × 10^-5	1	< 0.1%
1.578947368 × 10^-5	1	< 0.1%
2.435312024 × 10^-5	12	< 0.1%
3.150787697 × 10^-5	7	< 0.1%
3.234246778 × 10^-5	3	< 0.1%
5.748190294 × 10^-5	3	< 0.1%
0.0001052631579	1	< 0.1%

Value	Count	Frequency (%)
0.9994	3	< 0.1%
0.9992698413	2	< 0.1%
0.9991309524	6	< 0.1%
0.9983333333	1	< 0.1%
0.9980730159	1	< 0.1%
0.9978	10	< 0.1%
0.9977388889	4	< 0.1%
0.9977166667	5	< 0.1%
0.9976833333	4	< 0.1%
0.9976785714	4	< 0.1%

wind_gustdir
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.425804181

Minimum	0
Maximum	16
Zeros	14252
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	9
Q3	13
95-th percentile	16
Maximum	16
Range	16
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	4.908045591
Coefficient of variation (CV)	0.5825017394
Kurtosis	-1.191304163
Mean	8.425804181
Median Absolute Deviation (MAD)	4
Skewness	-0.1209025604
Sum	2154436
Variance	24.08891153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
13	18979	7.4%
3	17694	6.9%
16	17592	6.9%
15	16267	6.4%
7	15915	6.2%
14	15863	6.2%
8	15785	6.2%
11	15606	6.1%
9	15537	6.1%
10	15239	6.0%
Other values (7)	91218	35.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14252	5.6%
1	12890	5.0%
2	11775	4.6%
3	17694	6.9%
4	11994	4.7%
5	11826	4.6%
6	13304	5.2%
7	15915	6.2%
8	15785	6.2%
9	15537	6.1%

Value	Count	Frequency (%)
16	17592	6.9%
15	16267	6.4%
14	15863	6.2%
13	18979	7.4%
12	15177	5.9%
11	15606	6.1%
10	15239	6.0%
9	15537	6.1%
8	15785	6.2%
7	15915	6.2%

wind_gustspeed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	67
Distinct (%)	< 0.1%
Missing	17455
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	41.95597297

Minimum	6
Maximum	135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	6
5-th percentile	22
Q1	31
median	39
Q3	50
95-th percentile	70
Maximum	135
Range	129
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.66232153
Coefficient of variation (CV)	0.3494692292
Kurtosis	1.028305976
Mean	41.95597297
Median Absolute Deviation (MAD)	9
Skewness	0.8129428671
Sum	9995591
Variance	214.9836727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	14585	5.7%
39	14533	5.7%
31	13343	5.2%
37	13134	5.1%
33	12676	5.0%
41	12367	4.8%
43	11227	4.4%
30	10942	4.3%
28	10235	4.0%
48	9699	3.8%
Other values (57)	115499	45.2%
(Missing)	17455	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	25	< 0.1%
9	119	< 0.1%
11	310	0.1%
13	877	0.3%
15	1373	0.5%
17	2226	0.9%
19	2661	1.0%
20	4123	1.6%
22	4416	1.7%

Value	Count	Frequency (%)
135	8	< 0.1%
130	4	< 0.1%
126	4	< 0.1%
124	4	< 0.1%
122	3	< 0.1%
120	4	< 0.1%
117	11	< 0.1%
115	10	< 0.1%
113	22	< 0.1%
111	20	< 0.1%

wind_dir9am
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.959248323

Minimum	0
Maximum	16
Zeros	14215
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	8
Q3	12
95-th percentile	16
Maximum	16
Range	16
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.847444425
Coefficient of variation (CV)	0.6090329424
Kurtosis	-1.18424927
Mean	7.959248323
Median Absolute Deviation (MAD)	4
Skewness	0.05258078353
Sum	2035140
Variance	23.49771746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
3	23572	9.2%
7	16910	6.6%
16	16737	6.5%
6	16264	6.4%
13	15768	6.2%
5	15300	6.0%
12	14977	5.9%
10	14858	5.8%
9	14813	5.8%
8	14449	5.7%
Other values (7)	92047	36.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14215	5.6%
1	12793	5.0%
2	11848	4.6%
3	23572	9.2%
4	13202	5.2%
5	15300	6.0%
6	16264	6.4%
7	16910	6.6%
8	14449	5.7%
9	14813	5.8%

Value	Count	Frequency (%)
16	16737	6.5%
15	12729	5.0%
14	13963	5.5%
13	15768	6.2%
12	14977	5.9%
11	13297	5.2%
10	14858	5.8%
9	14813	5.8%
8	14449	5.7%
7	16910	6.6%

wind_dir3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.120397348

Minimum	0
Maximum	16
Zeros	13450
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	2.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	8
Q3	12
95-th percentile	15
Maximum	16
Range	16
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.717786062
Coefficient of variation (CV)	0.5809797058
Kurtosis	-1.166932945
Mean	8.120397348
Median Absolute Deviation (MAD)	4
Skewness	-0.08410695328
Sum	2076345
Variance	22.25750533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
13	18785	7.3%
9	17673	6.9%
3	17225	6.7%
14	16928	6.6%
8	16857	6.6%
15	16663	6.5%
7	16653	6.5%
12	15819	6.2%
10	15611	6.1%
6	15323	6.0%
Other values (7)	88158	34.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13450	5.3%
1	12703	5.0%
2	13581	5.3%
3	17225	6.7%
4	13871	5.4%
5	11899	4.7%
6	15323	6.0%
7	16653	6.5%
8	16857	6.6%
9	17673	6.9%

Value	Count	Frequency (%)
16	8226	3.2%
15	16663	6.5%
14	16928	6.6%
13	18785	7.3%
12	15819	6.2%
11	14428	5.6%
10	15611	6.1%
9	17673	6.9%
8	16857	6.6%
7	16653	6.5%

wind_speed9am
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	43
Distinct (%)	< 0.1%
Missing	2377
Missing (%)	0.9%
Infinite	0
Infinite (%)	0.0%
Mean	14.51603518

Minimum	0
Maximum	130
Zeros	14255
Zeros (%)	5.6%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	13
Q3	20
95-th percentile	31
Maximum	130
Range	130
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.161870079
Coefficient of variation (CV)	0.6311551305
Kurtosis	1.330005246
Mean	14.51603518
Median Absolute Deviation (MAD)	6
Skewness	0.8107405145
Sum	3677173
Variance	83.93986335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
9	23911	9.4%
13	22882	8.9%
11	20541	8.0%
17	19222	7.5%
15	18500	7.2%
7	18088	7.1%
19	15608	6.1%
6	15167	5.9%
20	14474	5.7%
0	14255	5.6%
Other values (33)	70670	27.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14255	5.6%
2	7681	3.0%
4	10655	4.2%
6	15167	5.9%
7	18088	7.1%
9	23911	9.4%
11	20541	8.0%
13	22882	8.9%
15	18500	7.2%
17	19222	7.5%

Value	Count	Frequency (%)
130	2	< 0.1%
87	4	< 0.1%
83	1	< 0.1%
74	5	< 0.1%
72	4	< 0.1%
69	12	< 0.1%
67	6	< 0.1%
65	33	< 0.1%
63	17	< 0.1%
61	40	< 0.1%

wind_speed3pm
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	44
Distinct (%)	< 0.1%
Missing	5965
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%
Mean	19.10763224

Minimum	0
Maximum	87
Zeros	2163
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	13
median	19
Q3	24
95-th percentile	35
Maximum	87
Range	87
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.176754029
Coefficient of variation (CV)	0.4802664146
Kurtosis	0.8083521744
Mean	19.10763224
Median Absolute Deviation (MAD)	6
Skewness	0.6581861786
Sum	4771749
Variance	84.2128145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
13	21528	8.4%
17	21293	8.3%
20	20429	8.0%
15	19618	7.7%
19	19245	7.5%
11	16636	6.5%
9	16336	6.4%
24	15536	6.1%
22	14937	5.8%
28	12031	4.7%
Other values (34)	72141	28.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2163	0.8%
2	1779	0.7%
4	3862	1.5%
6	6594	2.6%
7	9913	3.9%
9	16336	6.4%
11	16636	6.5%
13	21528	8.4%
15	19618	7.7%
17	21293	8.3%

Value	Count	Frequency (%)
87	4	< 0.1%
83	2	< 0.1%
78	1	< 0.1%
76	2	< 0.1%
74	3	< 0.1%
72	9	< 0.1%
69	10	< 0.1%
67	1	< 0.1%
65	31	< 0.1%
63	47	< 0.1%

year
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2013.237091

Minimum	2007
Maximum	2017
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	2007
5-th percentile	2009
Q1	2011
median	2014
Q3	2016
95-th percentile	2017
Maximum	2017
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.676715468
Coefficient of variation (CV)	0.001329557994
Kurtosis	-1.26035325
Mean	2013.237091
Median Absolute Deviation (MAD)	2
Skewness	-0.220638705
Sum	514774658
Variance	7.164805699
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2016	49939	19.5%
2010	26428	10.3%
2015	26100	10.2%
2014	26086	10.2%
2017	25772	10.1%
2009	25349	9.9%
2013	24750	9.7%
2011	24314	9.5%
2012	23412	9.2%
2008	3422	1.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2007	123	< 0.1%
2008	3422	1.3%
2009	25349	9.9%
2010	26428	10.3%
2011	24314	9.5%
2012	23412	9.2%
2013	24750	9.7%
2014	26086	10.2%
2015	26100	10.2%
2016	49939	19.5%

Value	Count	Frequency (%)
2017	25772	10.1%
2016	49939	19.5%
2015	26100	10.2%
2014	26086	10.2%
2013	24750	9.7%
2012	23412	9.2%
2011	24314	9.5%
2010	26428	10.3%
2009	25349	9.9%
2008	3422	1.3%

month
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.382146698

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.341763147
Coefficient of variation (CV)	0.5236111461
Kurtosis	-1.122759704
Mean	6.382146698
Median Absolute Deviation (MAD)	3
Skewness	0.05219365768
Sum	1631883
Variance	11.16738093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5	25108	9.8%
6	24670	9.6%
3	22986	9.0%
7	22336	8.7%
4	21790	8.5%
8	21703	8.5%
1	21227	8.3%
9	20333	8.0%
10	19824	7.8%
11	19391	7.6%
Other values (2)	36327	14.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	21227	8.3%
2	17946	7.0%
3	22986	9.0%
4	21790	8.5%
5	25108	9.8%
6	24670	9.6%
7	22336	8.7%
8	21703	8.5%
9	20333	8.0%
10	19824	7.8%

Value	Count	Frequency (%)
12	18381	7.2%
11	19391	7.6%
10	19824	7.8%
9	20333	8.0%
8	21703	8.5%
7	22336	8.7%
6	24670	9.6%
5	25108	9.8%
4	21790	8.5%
3	22986	9.0%

day
Real number (ℝ_≥0)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.77740277

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.792808531
Coefficient of variation (CV)	0.5573039278
Kurtosis	-1.19299484
Mean	15.77740277
Median Absolute Deviation (MAD)	8
Skewness	-0.003334309926
Sum	4034203
Variance	77.31348187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
22	8958	3.5%
21	8785	3.4%
9	8550	3.3%
19	8548	3.3%
3	8538	3.3%
24	8495	3.3%
16	8495	3.3%
23	8488	3.3%
25	8483	3.3%
13	8468	3.3%
Other values (21)	169887	66.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	8269	3.2%
2	8309	3.2%
3	8538	3.3%
4	8439	3.3%
5	8227	3.2%
6	8245	3.2%
7	8083	3.2%
8	8453	3.3%
9	8550	3.3%
10	8428	3.3%

Value	Count	Frequency (%)
31	4854	1.9%
30	7865	3.1%
29	7955	3.1%
28	8367	3.3%
27	8165	3.2%
26	8226	3.2%
25	8483	3.3%
24	8495	3.3%
23	8488	3.3%
22	8958	3.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	location	mintemp	maxtemp	rainfall	evaporation	sunshine	humidity9am	humidity3pm	pressure9am	pressure3pm	cloud9am	cloud3pm	temp9am	temp3pm	raintoday	amntraintmrw	temp	humidity	precipitation3pm	precipitation9am	modelo_vigente	wind_gustdir	wind_gustspeed	wind_dir9am	wind_dir3pm	wind_speed9am	wind_speed3pm	year	month	day
0	Albury	13.4	22.9	0.6	NaN	NaN	71.0	22.0	1007.7	1007.1	8.0	NaN	16.9	21.8	0.0	0.0	29.48	28.400000	12	5.115360	0.089825	13	44.0	13	14	20.0	24.0	2008	12	1
1	Albury	7.4	25.1	0.0	NaN	NaN	44.0	25.0	1010.6	1007.8	NaN	NaN	17.2	24.3	0.0	0.0	32.12	2.208569	10	21.497100	0.023477	14	44.0	6	15	4.0	22.0	2008	12	2
2	Albury	12.9	25.7	0.0	NaN	NaN	38.0	30.0	1007.6	1008.7	NaN	2.0	21.0	23.2	0.0	0.0	32.84	38.000000	17	20.782859	0.027580	15	46.0	13	15	19.0	26.0	2008	12	3
3	Albury	9.2	28.0	0.0	NaN	NaN	45.0	16.0	1017.6	1012.8	NaN	NaN	18.1	26.5	0.0	1.0	35.60	21.200000	8	12.028646	0.023962	4	24.0	9	0	11.0	9.0	2008	12	4
4	Albury	17.5	32.3	1.0	NaN	NaN	82.0	33.0	1010.8	1006.0	7.0	8.0	17.8	29.7	0.0	0.0	40.76	41.600000	9	11.883546	0.220164	13	41.0	1	7	7.0	20.0	2008	12	5
5	Albury	14.6	29.7	0.2	NaN	NaN	55.0	23.0	1009.2	1005.4	NaN	NaN	20.6	28.9	0.0	0.0	37.64	29.600000	8	17.320994	0.056883	14	56.0	13	13	19.0	24.0	2008	12	6
6	Albury	14.3	25.0	0.0	NaN	NaN	49.0	19.0	1009.6	1008.2	1.0	NaN	18.1	24.6	0.0	0.0	32.00	24.800000	8	19.791271	0.030004	13	50.0	12	13	20.0	24.0	2008	12	7
7	Albury	7.7	26.7	0.0	NaN	NaN	48.0	19.0	1013.4	1010.1	NaN	NaN	16.3	25.5	0.0	0.0	34.04	24.800000	7	7.207085	0.023000	13	35.0	10	13	6.0	17.0	2008	12	8
8	Albury	13.1	30.1	1.4	NaN	NaN	58.0	27.0	1007.0	1005.7	NaN	NaN	20.1	28.2	1.0	0.0	38.12	34.400000	7	8.259833	0.064945	13	28.0	8	10	15.0	11.0	2008	12	10
9	Albury	12.6	21.0	3.6	NaN	NaN	65.0	43.0	1001.2	1001.8	NaN	7.0	15.8	19.8	1.0	0.0	27.20	53.600000	14	2.961182	0.182020	12	44.0	13	11	24.0	20.0	2008	12	14

Last rows

	location	mintemp	maxtemp	rainfall	evaporation	sunshine	humidity9am	humidity3pm	pressure9am	pressure3pm	cloud9am	cloud3pm	temp9am	temp3pm	raintoday	amntraintmrw	raintomorrow	temp	humidity	precipitation3pm	precipitation9am	modelo_vigente	wind_gustdir	wind_gustspeed	wind_dir9am	wind_dir3pm	wind_speed9am	wind_speed3pm	year	month	day
255685	Sydney	9.0	16.6	0.0	2.6	0.7	86.0	62.0	1034.2	1032.6	NaN	NaN	10.7	16.3	0.0	2.8	1	21.920000	76.4	13	6.271089	0.478635	10	43.0	13	8	20.0	13.0	2011	6	28
255686	MountGinini	-1.5	-0.6	1.0	NaN	NaN	94.0	95.0	NaN	NaN	NaN	NaN	-1.1	-1.0	0.0	12.6	1	1.280000	116.0	9	10.987210	0.639751	13	67.0	13	13	30.0	26.0	2009	7	13
255687	Launceston	8.8	16.2	14.6	NaN	NaN	91.0	77.0	NaN	NaN	8.0	8.0	13.8	16.0	1.0	7.8	1	21.440000	94.4	8	10.022011	0.875922	3	70.0	6	6	33.0	22.0	2014	9	9
255688	Cobar	16.5	20.6	14.4	6.0	0.0	97.0	76.0	1021.3	1019.3	7.0	7.0	16.9	19.9	1.0	2.4	1	26.720000	93.2	8	21.681652	0.800521	0	30.0	4	5	7.0	9.0	2009	4	10
255689	Launceston	1.1	11.8	0.4	NaN	NaN	97.0	98.0	1020.1	1013.3	NaN	NaN	4.0	9.5	0.0	8.8	1	16.160000	119.6	9	9.109173	0.877160	14	13.0	16	16	0.0	0.0	2010	6	8
255690	PearceRAAF	9.6	14.8	11.8	NaN	4.3	85.0	71.0	1015.4	1015.7	8.0	8.0	11.4	12.6	1.0	5.4	1	19.760000	87.2	11	10.162066	0.544903	13	69.0	14	15	15.0	35.0	2016	8	8
255691	PearceRAAF	9.6	14.8	11.8	NaN	4.3	85.0	71.0	1015.4	1015.7	8.0	8.0	11.4	12.6	1.0	5.4	1	19.760000	87.2	11	10.162066	0.544903	13	69.0	14	15	15.0	35.0	2016	8	8
255692	Cairns	24.8	31.5	0.0	5.4	3.4	63.0	60.0	1008.6	1006.2	5.0	6.0	28.7	30.3	0.0	9.8	1	2.975908	74.0	7	6.185865	0.628157	9	48.0	10	2	19.0	28.0	2009	3	18
255693	Ballarat	4.2	7.9	11.4	NaN	NaN	99.0	93.0	997.2	998.9	8.0	8.0	4.6	6.8	1.0	18.4	1	11.480000	113.6	5	-0.169574	0.950437	12	63.0	6	11	20.0	19.0	2012	8	17
255694	Richmond	19.5	31.6	0.2	10.4	NaN	76.0	56.0	1016.9	1011.6	NaN	NaN	22.5	31.1	0.0	8.2	1	39.920000	69.2	10	5.000576	0.611361	6	54.0	5	4	13.0	22.0	2009	2	23

Most frequently occurring

	location	mintemp	maxtemp	rainfall	evaporation	sunshine	humidity9am	humidity3pm	pressure9am	pressure3pm	cloud9am	cloud3pm	temp9am	temp3pm	raintoday	amntraintmrw	raintomorrow	temp	humidity	precipitation3pm	precipitation9am	modelo_vigente	wind_gustdir	wind_gustspeed	wind_dir9am	wind_dir3pm	wind_speed9am	wind_speed3pm	year	month	day	# duplicates
4850	Melbourne	15.3	16.4	0.2	7.2	0.8	55.0	85.0	1005.9	1007.0	7.0	8.0	16.3	10.3	0.0	9.4	1	21.68	104.0	11	8.814171	0.915316	3	59.0	3	6	26.0	11.0	2016	8	19	26
1058	Brisbane	23.0	31.9	0.0	9.6	12.0	50.0	42.0	1012.1	1007.9	3.0	2.0	28.9	30.9	0.0	1.2	1	40.28	52.4	11	6.768159	0.020264	4	31.0	3	4	6.0	13.0	2017	2	18	22
9416	PerthAirport	8.1	15.5	0.2	3.0	1.9	74.0	56.0	1024.8	1022.1	8.0	7.0	10.6	15.4	0.0	10.2	1	20.60	69.2	5	9.667758	0.129928	6	33.0	5	14	11.0	17.0	2016	8	19	22
611	Brisbane	17.4	22.5	3.8	1.0	0.0	83.0	94.0	1014.1	1009.2	8.0	8.0	21.7	20.5	1.0	110.6	1	29.00	114.8	13	14.703576	0.962742	4	31.0	4	4	11.0	7.0	2016	6	19	20
11426	Sydney	14.7	19.6	1.4	4.6	0.5	73.0	57.0	1020.6	1018.5	8.0	8.0	15.4	19.1	1.0	3.2	1	25.52	70.4	16	7.582649	0.253972	10	30.0	13	2	19.0	7.0	2016	10	28	20
12551	SydneyAirport	19.3	24.3	0.4	6.8	6.7	77.0	65.0	1024.6	1022.1	6.0	2.0	21.4	23.4	0.0	19.0	1	31.16	80.0	16	10.186156	0.238167	8	43.0	11	9	24.0	17.0	2016	4	3	20
461	Brisbane	15.1	21.2	1.2	1.0	1.4	84.0	76.0	1022.9	1018.4	7.0	7.0	17.4	21.0	1.0	48.6	1	27.44	93.2	12	7.068384	0.496235	1	17.0	15	2	4.0	6.0	2016	6	3	18
491	Brisbane	15.7	20.6	0.0	3.8	2.1	77.0	70.0	1024.0	1021.2	6.0	6.0	18.8	19.7	0.0	1.2	1	26.72	86.0	7	8.845362	0.257536	2	22.0	8	2	6.0	7.0	2016	6	2	18
802	Brisbane	20.0	28.3	0.0	8.8	5.3	61.0	60.0	1013.8	1009.9	7.0	3.0	24.5	27.2	0.0	1.4	1	35.96	74.0	9	11.125381	0.186959	0	22.0	14	4	6.0	9.0	2016	10	31	18
5597	MelbourneAirport	11.5	16.2	4.4	5.6	5.4	67.0	48.0	989.7	988.2	7.0	7.0	12.4	14.4	1.0	1.8	1	21.44	59.6	18	13.927129	0.689501	5	76.0	7	3	20.0	24.0	2016	9	29	18

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequently occurring